Pith Number

pith:JKWPGUE5

pith:2025:JKWPGUE5MVKKZSV7VX5BVV5PR7

not attested not anchored not stored refs pending

ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning

Runkun Chen, Siheng Chen, Weinan E, Xinyu Zhu, Yanfeng Wang, Ying Wen, Yujie Zheng, Yuzhu Cai, Zexi Liu

arxiv:2506.16499 v1 · 2025-06-19 · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JKWPGUE5MVKKZSV7VX5BVV5PR7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

18 papers in Pith

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EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

AIBuildAI-2: A Knowledge-Enhanced Agent for Automatically Building AI Models

Receipt and verification

First computed	2026-07-05T11:24:37.340986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4aacf3509d6554accabfadfa1ad7af8ff17db1c27b76b4f75519bbc6637fb1b5

Aliases

arxiv: 2506.16499 · arxiv_version: 2506.16499v1 · doi: 10.48550/arxiv.2506.16499 · pith_short_12: JKWPGUE5MVKK · pith_short_16: JKWPGUE5MVKKZSV7 · pith_short_8: JKWPGUE5

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/JKWPGUE5MVKKZSV7VX5BVV5PR7 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 4aacf3509d6554accabfadfa1ad7af8ff17db1c27b76b4f75519bbc6637fb1b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ff7b285d4ed977794dbcd074d6f2d43ada4c50e92d5f101efd9f76cde51c4c4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-19T17:53:28Z",
    "title_canon_sha256": "0620cc2c8e334fbce6702082059b50186af663c4aa07b6cd6c65dcbc4883ad66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.16499",
    "kind": "arxiv",
    "version": 1
  }
}